---
title: Overview
mode: wide
description: Practical guides for deploying and using diffusion models with SGLang.
metatags:
    description: "Explore SGLang diffusion model cookbooks for image and video generation deployment, invocation, optimization, and benchmarking examples."
---

Choose a recipe by output modality. The sidebar stays organized by model family, while this overview separates image, video, and realtime/world workloads.

## Image Models

Image models generate one image request as a bounded denoising job, usually with bidirectional attention over the whole latent sequence.

<CardGroup cols={3}>
  <Card
    title="FLUX"
    mode="card"
    href="/cookbook/diffusion/FLUX/FLUX"
    img="/cards/logos/flux.png"
  />
  <Card
    title="Ideogram 4"
    mode="card"
    href="/cookbook/diffusion/Ideogram/Ideogram4"
    img="/cards/logos/ideogram.png"
  />
  <Card
    title="Qwen-Image"
    mode="card"
    href="/cookbook/diffusion/Qwen-Image/Qwen-Image"
    img="/cards/logos/qwen.png"
  />
  <Card
    title="Z-Image"
    mode="card"
    href="/cookbook/diffusion/Z-Image/Z-Image-Turbo"
    img="/cards/logos/zimage.png"
  />
  <Card
    title="Krea"
    mode="card"
    href="/cookbook/diffusion/Krea/Krea-2"
    img="/cards/logos/krea.png"
  />
  <Card
    title="ERNIE-Image"
    mode="card"
    href="/cookbook/diffusion/Ernie-Image/Ernie-Image"
    img="/cards/logos/ernie.png"
  />
</CardGroup>

## Video Models

Video models denoise a bounded latent video sequence for each request. Use these recipes for offline text-to-video, image-to-video, and video generation serving.

<CardGroup cols={3}>
  <Card
    title="Cosmos"
    mode="card"
    href="/cookbook/diffusion/Cosmos/Cosmos3"
    img="/cards/logos/nvidia.png"
  />
  <Card
    title="Wan"
    mode="card"
    href="/cookbook/diffusion/Wan/Wan2.2"
    img="/cards/logos/wan.png"
  />
  <Card
    title="LongLive 2.0"
    mode="card"
    href="/cookbook/diffusion/LongLive/LongLive-2.0"
    img="/cards/logos/nvidia.png"
  />
  <Card
    title="LTX"
    mode="card"
    href="/cookbook/diffusion/LTX/LTX2 & LTX2.3"
    img="/cards/logos/ltx.svg"
  />
  <Card
    title="JoyAI-Echo"
    mode="card"
    href="/cookbook/diffusion/JoyEcho/JoyEcho"
    img="/cards/logos/joyai-echo.svg"
  />
  <Card
    title="MOVA"
    mode="card"
    href="/cookbook/diffusion/MOVA/MOVA"
    img="/cards/logos/mova.png"
  />
  <Card
    title="MiniMax-H3"
    mode="card"
    href="/cookbook/diffusion/MiniMax/MiniMax-H3"
    img="/cards/logos/minimax.png"
  />
</CardGroup>

## Realtime / World Models

Realtime models keep a session alive and generate chunk by chunk with causal state, control signals, and cached video history.

<CardGroup cols={3}>
  <Card
    title="LingBot World"
    mode="card"
    href="/cookbook/diffusion/LingBot-World/LingBot-World-2.0"
    img="/cards/logos/inclusionai.png"
  />
  <Card
    title="SANA-WM"
    mode="card"
    href="/cookbook/diffusion/SANA-WM/SANA-WM"
    img="/cards/logos/sana.png"
  />
</CardGroup>

Use the sidebar group for LingBot World family variants. The overview links the newer LingBot World 2.0 recipe directly.
